Comparing Profiling report - Train and Profiling report

Dataset statistics

	Profiling report - Train	Profiling report - Test
Number of variables	10	10
Number of observations	695404	225141
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	58.4 MiB	18.9 MiB
Average record size in memory	88.0 B	88.0 B

Variable types

	Profiling report - Train	Profiling report - Test
Numeric	10	10

Alerts

Profiling report - Train	Profiling report - Test
`Depth (m)` is highly overall correlated with `Qtn (-)` and 3 other fields	`Depth (m)` is highly overall correlated with `u0 (kPa)` and 2 other fields	High correlation
`Fr (%)` is highly overall correlated with `Qtn (-)` and 2 other fields	`Fr (%)` is highly overall correlated with `Qtn (-)` and 2 other fields	High correlation
`Qtn (-)` is highly overall correlated with `Depth (m)` and 6 other fields	`Qtn (-)` is highly overall correlated with `Fr (%)` and 3 other fields	High correlation
`Rf (%)` is highly overall correlated with `Fr (%)` and 1 other fields	`Rf (%)` is highly overall correlated with `Fr (%)` and 1 other fields	High correlation
`fs (kPa)` is highly overall correlated with `Qtn (-)` and 1 other fields	`fs (kPa)` is highly overall correlated with `Qtn (-)` and 1 other fields	High correlation
`qc (MPa)` is highly overall correlated with `Fr (%)` and 3 other fields	`qc (MPa)` is highly overall correlated with `Fr (%)` and 3 other fields	High correlation
`u0 (kPa)` is highly overall correlated with `Depth (m)` and 3 other fields	`u0 (kPa)` is highly overall correlated with `Depth (m)` and 2 other fields	High correlation
`σ',v (kPa)` is highly overall correlated with `Depth (m)` and 3 other fields	`σ',v (kPa)` is highly overall correlated with `Depth (m)` and 3 other fields	High correlation
`σ,v (kPa)` is highly overall correlated with `Depth (m)` and 3 other fields	`σ,v (kPa)` is highly overall correlated with `Depth (m)` and 2 other fields	High correlation
`Oberhollenzer_classes` has 37931 (5.5%) zeros	`Oberhollenzer_classes` has 16066 (7.1%) zeros	Zeros

Reproduction

	Profiling report - Train	Profiling report - Test
Analysis started	2024-11-12 02:54:05.520597	2024-11-12 02:55:40.212352
Analysis finished	2024-11-12 02:55:40.183935	2024-11-12 02:56:37.003358
Duration	1 minute and 34.66 seconds	56.79 seconds
Software version	ydata-profiling vv4.12.0	ydata-profiling vv4.12.0
Download configuration	config.json	config.json

Depth (m)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	7538	6439
Distinct (%)	1.1%	2.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	14.166534	13.485577

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.02
Maximum	75.85	65.19
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.02
5-th percentile	1.56	1.39
Q1	6.36	5.97
median	11.98	11.68
Q3	18.68	18.49
95-th percentile	36.42	31.86
Maximum	75.85	65.19
Range	75.84	65.17
Interquartile range (IQR)	12.32	12.52

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	10.749141	9.9924045
Coefficient of variation (CV)	0.75876999	0.74096971
Kurtosis	2.8018124	2.6303474
Mean	14.166534	13.485577
Median Absolute Deviation (MAD)	6.08	6.17
Skewness	1.4358745	1.3261443
Sum	9851464.7	3036156.4
Variance	115.54404	99.848147
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.16	325	< 0.1%
5.19	325	< 0.1%
5.15	325	< 0.1%
5.18	325	< 0.1%
5.17	324	< 0.1%
5.14	324	< 0.1%
7.03	324	< 0.1%
7.84	324	< 0.1%
5.04	323	< 0.1%
7.04	323	< 0.1%
Other values (7528)	692162	99.5%

Value	Count	Frequency (%)
4.51	108	< 0.1%
4.53	107	< 0.1%
6.13	107	< 0.1%
6.01	107	< 0.1%
6.06	106	< 0.1%
6.1	106	< 0.1%
6.12	106	< 0.1%
4.52	106	< 0.1%
4.5	106	< 0.1%
4.09	105	< 0.1%
Other values (6429)	224077	99.5%

Value	Count	Frequency (%)
0.01	8	< 0.1%
0.02	15	< 0.1%
0.03	26	< 0.1%
0.04	57	< 0.1%
0.05	118	< 0.1%
0.06	194	< 0.1%
0.07	201	< 0.1%
0.08	209	< 0.1%
0.09	211	< 0.1%
0.1	210	< 0.1%

Value	Count	Frequency (%)
0.02	2	< 0.1%
0.03	8	< 0.1%
0.04	11	< 0.1%
0.05	40	< 0.1%
0.06	68	< 0.1%
0.07	77	< 0.1%
0.08	75	< 0.1%
0.09	76	< 0.1%
0.1	76	< 0.1%
0.11	75	< 0.1%

Value	Count	Frequency (%)
0.02	2	< 0.1%
0.03	8	< 0.1%
0.04	11	< 0.1%
0.05	40	< 0.1%
0.06	68	< 0.1%
0.07	77	< 0.1%
0.08	75	< 0.1%
0.09	76	< 0.1%
0.1	76	< 0.1%
0.11	75	< 0.1%

Value	Count	Frequency (%)
0.01	8	< 0.1%
0.02	15	< 0.1%
0.03	26	< 0.1%
0.04	57	< 0.1%
0.05	118	0.1%
0.06	194	0.1%
0.07	201	0.1%
0.08	209	0.1%
0.09	211	0.1%
0.1	210	0.1%

qc (MPa)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	6800	5640
Distinct (%)	1.0%	2.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	5.361423	5.5948569

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
Maximum	92.67	86.67
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
5-th percentile	0.48	0.46
Q1	1.07	0.97
median	2.52	2.57
Q3	6.01	6.56
95-th percentile	20.69	21.69
Maximum	92.67	86.67
Range	92.66	86.66
Interquartile range (IQR)	4.94	5.59

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	8.2054446	8.2836627
Coefficient of variation (CV)	1.5304602	1.4805853
Kurtosis	16.865959	14.745761
Mean	5.361423	5.5948569
Median Absolute Deviation (MAD)	1.74	1.86
Skewness	3.6749776	3.3630745
Sum	3728355	1259631.7
Variance	67.329322	68.619067
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.92	3217	0.5%
0.94	3070	0.4%
0.93	2907	0.4%
0.95	2881	0.4%
0.97	2877	0.4%
0.91	2792	0.4%
0.98	2769	0.4%
0.96	2759	0.4%
1	2747	0.4%
0.9	2726	0.4%
Other values (6790)	666659	95.9%

Value	Count	Frequency (%)
0.9	1133	0.5%
0.84	1127	0.5%
0.91	1122	0.5%
0.85	1083	0.5%
0.8	1068	0.5%
0.89	1057	0.5%
0.81	1046	0.5%
0.83	1040	0.5%
0.82	1038	0.5%
0.78	1033	0.5%
Other values (5630)	214394	95.2%

Value	Count	Frequency (%)
0.01	46	< 0.1%
0.02	86	< 0.1%
0.03	63	< 0.1%
0.04	50	< 0.1%
0.05	76	< 0.1%
0.06	85	< 0.1%
0.07	109	< 0.1%
0.08	95	< 0.1%
0.09	98	< 0.1%
0.1	80	< 0.1%

Value	Count	Frequency (%)
0.01	25	< 0.1%
0.02	44	< 0.1%
0.03	21	< 0.1%
0.04	32	< 0.1%
0.05	38	< 0.1%
0.06	14	< 0.1%
0.07	14	< 0.1%
0.08	9	< 0.1%
0.09	13	< 0.1%
0.1	16	< 0.1%

Value	Count	Frequency (%)
0.01	25	< 0.1%
0.02	44	< 0.1%
0.03	21	< 0.1%
0.04	32	< 0.1%
0.05	38	< 0.1%
0.06	14	< 0.1%
0.07	14	< 0.1%
0.08	9	< 0.1%
0.09	13	< 0.1%
0.1	16	< 0.1%

Value	Count	Frequency (%)
0.01	46	< 0.1%
0.02	86	< 0.1%
0.03	63	< 0.1%
0.04	50	< 0.1%
0.05	76	< 0.1%
0.06	85	< 0.1%
0.07	109	< 0.1%
0.08	95	< 0.1%
0.09	98	< 0.1%
0.1	80	< 0.1%

fs (kPa)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	8792	5124
Distinct (%)	1.3%	2.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	53.793241	55.563215

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
Maximum	1160.7	1191.2
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
5-th percentile	6.7	7.2
Q1	17	17.5
median	33.4	32.8
Q3	66.5	65.1
95-th percentile	162.8	179.9
Maximum	1160.7	1191.2
Range	1160.69	1191.19
Interquartile range (IQR)	49.5	47.6

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	65.054736	71.334796
Coefficient of variation (CV)	1.2093478	1.2838493
Kurtosis	26.557494	24.455086
Mean	53.793241	55.563215
Median Absolute Deviation (MAD)	20.2	19
Skewness	4.0537086	4.0138273
Sum	37408035	12509558
Variance	4232.1186	5088.6531
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.9	1676	0.2%
11	1652	0.2%
10.4	1651	0.2%
10.3	1626	0.2%
9.9	1614	0.2%
9.3	1608	0.2%
9.8	1602	0.2%
15.9	1584	0.2%
12.1	1581	0.2%
9.2	1576	0.2%
Other values (8782)	679234	97.7%

Value	Count	Frequency (%)
15.9	602	0.3%
14.3	588	0.3%
13	584	0.3%
13.1	571	0.3%
13.7	562	0.2%
13.2	557	0.2%
13.8	537	0.2%
14.6	535	0.2%
16.7	534	0.2%
16.5	531	0.2%
Other values (5114)	219540	97.5%

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	38	< 0.1%
0.03	33	< 0.1%
0.04	22	< 0.1%
0.05	12	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.09	2	< 0.1%
0.1	109	< 0.1%

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	28	< 0.1%
0.03	14	< 0.1%
0.04	25	< 0.1%
0.05	14	< 0.1%
0.06	4	< 0.1%
0.1	28	< 0.1%
0.2	30	< 0.1%
0.3	35	< 0.1%
0.4	40	< 0.1%

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	28	< 0.1%
0.03	14	< 0.1%
0.04	25	< 0.1%
0.05	14	< 0.1%
0.06	4	< 0.1%
0.1	28	< 0.1%
0.2	30	< 0.1%
0.3	35	< 0.1%
0.4	40	< 0.1%

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	38	< 0.1%
0.03	33	< 0.1%
0.04	22	< 0.1%
0.05	12	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.09	2	< 0.1%
0.1	109	< 0.1%

Rf (%)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	989	954
Distinct (%)	0.1%	0.4%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1.7585054	1.7701536

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
Maximum	9.93	9.89
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
5-th percentile	0.24	0.26
Q1	0.72	0.72
median	1.34	1.38
Q3	2.31	2.31
95-th percentile	4.82	4.88
Maximum	9.93	9.89
Range	9.92	9.88
Interquartile range (IQR)	1.59	1.59

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	1.4811699	1.470613
Coefficient of variation (CV)	0.84228912	0.83078271
Kurtosis	3.6758713	3.7495117
Mean	1.7585054	1.7701536
Median Absolute Deviation (MAD)	0.74	0.77
Skewness	1.7469886	1.7502985
Sum	1222871.7	398534.16
Variance	2.1938644	2.1627027
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.41	3239	0.5%
0.39	3216	0.5%
0.4	3208	0.5%
0.36	3164	0.5%
0.42	3099	0.4%
0.34	3096	0.4%
0.31	3072	0.4%
0.3	3072	0.4%
0.38	3054	0.4%
0.29	3032	0.4%
Other values (979)	664152	95.5%

Value	Count	Frequency (%)
0.37	1208	0.5%
0.36	1163	0.5%
0.33	1142	0.5%
0.34	1123	0.5%
0.32	1122	0.5%
0.35	1121	0.5%
0.4	1116	0.5%
0.39	1079	0.5%
0.31	1078	0.5%
0.44	1063	0.5%
Other values (944)	213926	95.0%

Value	Count	Frequency (%)
0.01	317	< 0.1%
0.02	188	< 0.1%
0.03	298	< 0.1%
0.04	379	0.1%
0.05	409	0.1%
0.06	590	0.1%
0.07	664	0.1%
0.08	751	0.1%
0.09	905	0.1%
0.1	1053	0.2%

Value	Count	Frequency (%)
0.01	169	0.1%
0.02	77	< 0.1%
0.03	73	< 0.1%
0.04	74	< 0.1%
0.05	86	< 0.1%
0.06	99	< 0.1%
0.07	143	0.1%
0.08	207	0.1%
0.09	214	0.1%
0.1	282	0.1%

Value	Count	Frequency (%)
0.01	169	< 0.1%
0.02	77	< 0.1%
0.03	73	< 0.1%
0.04	74	< 0.1%
0.05	86	< 0.1%
0.06	99	< 0.1%
0.07	143	< 0.1%
0.08	207	< 0.1%
0.09	214	< 0.1%
0.1	282	< 0.1%

Value	Count	Frequency (%)
0.01	317	0.1%
0.02	188	0.1%
0.03	298	0.1%
0.04	379	0.2%
0.05	409	0.2%
0.06	590	0.3%
0.07	664	0.3%
0.08	751	0.3%
0.09	905	0.4%
0.1	1053	0.5%

σ,v (kPa)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	8333	6439
Distinct (%)	1.2%	2.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	269.16418	256.22597

	Profiling report - Train	Profiling report - Test
Minimum	0.19	0.38
Maximum	1441.15	1238.61
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.19	0.38
5-th percentile	29.64	26.41
Q1	120.84	113.43
median	227.62	221.92
Q3	354.92	351.31
95-th percentile	691.98	605.34
Maximum	1441.15	1238.61
Range	1440.96	1238.23
Interquartile range (IQR)	234.08	237.88

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	204.23372	189.85568
Coefficient of variation (CV)	0.75877005	0.74096971
Kurtosis	2.8018082	2.6303474
Mean	269.16418	256.22597
Median Absolute Deviation (MAD)	115.52	117.23
Skewness	1.435874	1.3261443
Sum	1.8717785 × 10⁸	57686972
Variance	41711.413	36045.181
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.61	325	< 0.1%
98.04	325	< 0.1%
98.42	325	< 0.1%
97.85	325	< 0.1%
97.66	324	< 0.1%
98.23	324	< 0.1%
148.96	324	< 0.1%
133.57	324	< 0.1%
97.28	323	< 0.1%
101.46	323	< 0.1%
Other values (8323)	692162	99.5%

Value	Count	Frequency (%)
85.69	108	< 0.1%
86.07	107	< 0.1%
116.47	107	< 0.1%
114.19	107	< 0.1%
115.14	106	< 0.1%
115.9	106	< 0.1%
116.28	106	< 0.1%
85.88	106	< 0.1%
85.5	106	< 0.1%
77.71	105	< 0.1%
Other values (6429)	224077	99.5%

Value	Count	Frequency (%)
0.19	8	< 0.1%
0.38	15	< 0.1%
0.57	26	< 0.1%
0.76	57	< 0.1%
0.95	118	< 0.1%
1.14	194	< 0.1%
1.33	201	< 0.1%
1.52	209	< 0.1%
1.71	211	< 0.1%
1.9	210	< 0.1%

Value	Count	Frequency (%)
0.38	2	< 0.1%
0.57	8	< 0.1%
0.76	11	< 0.1%
0.95	40	< 0.1%
1.14	68	< 0.1%
1.33	77	< 0.1%
1.52	75	< 0.1%
1.71	76	< 0.1%
1.9	76	< 0.1%
2.09	75	< 0.1%

Value	Count	Frequency (%)
0.38	2	< 0.1%
0.57	8	< 0.1%
0.76	11	< 0.1%
0.95	40	< 0.1%
1.14	68	< 0.1%
1.33	77	< 0.1%
1.52	75	< 0.1%
1.71	76	< 0.1%
1.9	76	< 0.1%
2.09	75	< 0.1%

Value	Count	Frequency (%)
0.19	8	< 0.1%
0.38	15	< 0.1%
0.57	26	< 0.1%
0.76	57	< 0.1%
0.95	118	0.1%
1.14	194	0.1%
1.33	201	0.1%
1.52	209	0.1%
1.71	211	0.1%
1.9	210	0.1%

u0 (kPa)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	8354	6440
Distinct (%)	1.2%	2.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	131.52354	126.64863

	Profiling report - Train	Profiling report - Test
Minimum	0.1	0.1
Maximum	744.09	639.51
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.1	0.1
5-th percentile	11.67	11.09
Q1	55.03	52.88
median	109.48	108.2
Q3	176.19	175.5
95-th percentile	346.78	305.19
Maximum	744.09	639.51
Range	743.99	639.41
Interquartile range (IQR)	121.16	122.62

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	104.64368	97.663357
Coefficient of variation (CV)	0.79562696	0.77113629
Kurtosis	3.0872098	2.9211755
Mean	131.52354	126.64863
Median Absolute Deviation (MAD)	59.35	60.24
Skewness	1.4948217	1.3957386
Sum	91461998	28513800
Variance	10950.299	9538.1312
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.62	332	< 0.1%
50.52	332	< 0.1%
50.91	331	< 0.1%
50.82	331	< 0.1%
52.29	331	< 0.1%
50.23	331	< 0.1%
50.42	331	< 0.1%
50.72	331	< 0.1%
40.22	330	< 0.1%
49.34	330	< 0.1%
Other values (8344)	692094	99.5%

Value	Count	Frequency (%)
40.91	111	< 0.1%
41.1	111	< 0.1%
41.01	111	< 0.1%
44.24	110	< 0.1%
39.93	110	< 0.1%
42.97	110	< 0.1%
43.07	110	< 0.1%
41.2	110	< 0.1%
15.3	110	< 0.1%
40.12	110	< 0.1%
Other values (6430)	224038	99.5%

Value	Count	Frequency (%)
0.1	87	< 0.1%
0.2	94	< 0.1%
0.29	104	< 0.1%
0.39	135	< 0.1%
0.49	196	< 0.1%
0.59	271	< 0.1%
0.69	278	< 0.1%
0.78	288	< 0.1%
0.88	291	< 0.1%
0.98	290	< 0.1%

Value	Count	Frequency (%)
0.1	21	< 0.1%
0.2	22	< 0.1%
0.29	28	< 0.1%
0.39	31	< 0.1%
0.49	60	< 0.1%
0.59	89	< 0.1%
0.69	98	< 0.1%
0.78	96	< 0.1%
0.88	98	< 0.1%
0.98	98	< 0.1%

Value	Count	Frequency (%)
0.1	21	< 0.1%
0.2	22	< 0.1%
0.29	28	< 0.1%
0.39	31	< 0.1%
0.49	60	< 0.1%
0.59	89	< 0.1%
0.69	98	< 0.1%
0.78	96	< 0.1%
0.88	98	< 0.1%
0.98	98	< 0.1%

Value	Count	Frequency (%)
0.1	87	< 0.1%
0.2	94	< 0.1%
0.29	104	< 0.1%
0.39	135	0.1%
0.49	196	0.1%
0.59	271	0.1%
0.69	278	0.1%
0.78	288	0.1%
0.88	291	0.1%
0.98	290	0.1%

σ',v (kPa)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	41848	28173
Distinct (%)	6.0%	12.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	137.64073	129.57743

	Profiling report - Train	Profiling report - Test
Minimum	0.09	0.18
Maximum	697.06	599.1
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.09	0.18
5-th percentile	14.52	12.87
Q1	63.78	59.18
median	118.09	113.77
Q3	180.95	177.19
95-th percentile	345.91	303.02
Maximum	697.06	599.1
Range	696.97	598.92
Interquartile range (IQR)	117.17	118.01

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	101.67914	93.675889
Coefficient of variation (CV)	0.73872859	0.72293368
Kurtosis	2.3120118	2.1627607
Mean	137.64073	129.57743
Median Absolute Deviation (MAD)	58.08	58.37
Skewness	1.3235413	1.216972
Sum	95715915	29173192
Variance	10338.648	8775.1721
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.7	250	< 0.1%
48.98	249	< 0.1%
46.23	249	< 0.1%
47.33	249	< 0.1%
47.42	249	< 0.1%
47.24	249	< 0.1%
46.69	248	< 0.1%
49.07	248	< 0.1%
47.05	248	< 0.1%
46.04	248	< 0.1%
Other values (41838)	692917	99.6%

Value	Count	Frequency (%)
9.19	90	< 0.1%
38.51	89	< 0.1%
17.09	88	< 0.1%
14.34	88	< 0.1%
9.74	88	< 0.1%
29.78	88	< 0.1%
9.47	88	< 0.1%
9.65	88	< 0.1%
9.1	88	< 0.1%
14.43	88	< 0.1%
Other values (28163)	224258	99.6%

Value	Count	Frequency (%)
0.09	8	< 0.1%
0.18	15	< 0.1%
0.28	26	< 0.1%
0.37	57	< 0.1%
0.46	118	< 0.1%
0.55	194	< 0.1%
0.64	201	< 0.1%
0.74	209	< 0.1%
0.83	211	< 0.1%
0.92	210	< 0.1%

Value	Count	Frequency (%)
0.18	2	< 0.1%
0.28	8	< 0.1%
0.37	11	< 0.1%
0.46	40	< 0.1%
0.55	68	< 0.1%
0.64	77	< 0.1%
0.74	75	< 0.1%
0.83	76	< 0.1%
0.92	76	< 0.1%
1.01	75	< 0.1%

Value	Count	Frequency (%)
0.18	2	< 0.1%
0.28	8	< 0.1%
0.37	11	< 0.1%
0.46	40	< 0.1%
0.55	68	< 0.1%
0.64	77	< 0.1%
0.74	75	< 0.1%
0.83	76	< 0.1%
0.92	76	< 0.1%
1.01	75	< 0.1%

Value	Count	Frequency (%)
0.09	8	< 0.1%
0.18	15	< 0.1%
0.28	26	< 0.1%
0.37	57	< 0.1%
0.46	118	0.1%
0.55	194	0.1%
0.64	201	0.1%
0.74	209	0.1%
0.83	211	0.1%
0.92	210	0.1%

Qtn (-)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	50088	31975
Distinct (%)	7.2%	14.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	60.41043	63.263086

	Profiling report - Train	Profiling report - Test
Minimum	0.18	0.22
Maximum	1001	1001
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.18	0.22
5-th percentile	1.98	1.89
Q1	5.53	5.62
median	22.87	25.97
Q3	58.49	65.41
95-th percentile	274.697	280.29
Maximum	1001	1001
Range	1000.82	1000.78
Interquartile range (IQR)	52.96	59.79

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	111.6123	110.53207
Coefficient of variation (CV)	1.8475667	1.7471812
Kurtosis	18.683964	18.174503
Mean	60.41043	63.263086
Median Absolute Deviation (MAD)	19.18	22.4
Skewness	3.891378	3.7625557
Sum	42009654	14243114
Variance	12457.305	12217.339
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.08	567	0.1%
2.06	566	0.1%
2.03	565	0.1%
2.01	558	0.1%
1.38	555	0.1%
2.13	553	0.1%
2.16	551	0.1%
2.05	550	0.1%
2.04	547	0.1%
2.09	545	0.1%
Other values (50078)	689847	99.2%

Value	Count	Frequency (%)
1.9	461	0.2%
1.91	455	0.2%
1.89	432	0.2%
1.92	428	0.2%
1.88	415	0.2%
1.93	403	0.2%
1.87	398	0.2%
1.97	389	0.2%
1.86	378	0.2%
1.94	371	0.2%
Other values (31965)	221011	98.2%

Value	Count	Frequency (%)
0.18	1	< 0.1%
0.21	1	< 0.1%
0.25	1	< 0.1%
0.27	2	< 0.1%
0.29	1	< 0.1%
0.31	1	< 0.1%
0.34	2	< 0.1%
0.35	1	< 0.1%
0.37	1	< 0.1%
0.38	1	< 0.1%

Value	Count	Frequency (%)
0.22	1	< 0.1%
0.42	1	< 0.1%
0.49	1	< 0.1%
0.58	2	< 0.1%
0.59	6	< 0.1%
0.6	1	< 0.1%
0.61	3	< 0.1%
0.62	4	< 0.1%
0.63	5	< 0.1%
0.64	1	< 0.1%

Value	Count	Frequency (%)
0.22	1	< 0.1%
0.42	1	< 0.1%
0.49	1	< 0.1%
0.58	2	< 0.1%
0.59	6	< 0.1%
0.6	1	< 0.1%
0.61	3	< 0.1%
0.62	4	< 0.1%
0.63	5	< 0.1%
0.64	1	< 0.1%

Value	Count	Frequency (%)
0.18	1	< 0.1%
0.21	1	< 0.1%
0.25	1	< 0.1%
0.27	2	< 0.1%
0.29	1	< 0.1%
0.31	1	< 0.1%
0.34	2	< 0.1%
0.35	1	< 0.1%
0.37	1	< 0.1%
0.38	1	< 0.1%

Fr (%)
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	999	999
Distinct (%)	0.1%	0.4%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	2.2532227	2.2852119

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
Maximum	9.99	9.99
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0.01	0.01
5-th percentile	0.25	0.27
Q1	0.81	0.78
median	1.67	1.68
Q3	3.11	3.26
95-th percentile	6.41	6.3
Maximum	9.99	9.99
Range	9.98	9.98
Interquartile range (IQR)	2.3	2.48

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	1.9402537	1.9476584
Coefficient of variation (CV)	0.86110161	0.8522879
Kurtosis	1.9088177	1.6490471
Mean	2.2532227	2.2852119
Median Absolute Deviation (MAD)	1.05	1.1
Skewness	1.4302542	1.3453228
Sum	1566900.1	514494.89
Variance	3.7645845	3.7933734
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.37	2995	0.4%
0.36	2968	0.4%
0.33	2919	0.4%
0.34	2836	0.4%
0.31	2836	0.4%
0.38	2829	0.4%
0.41	2828	0.4%
0.32	2827	0.4%
0.45	2807	0.4%
0.35	2781	0.4%
Other values (989)	666778	95.9%

Value	Count	Frequency (%)
0.37	1210	0.5%
0.38	1111	0.5%
0.33	1096	0.5%
0.34	1093	0.5%
0.35	1078	0.5%
0.4	1066	0.5%
0.36	1065	0.5%
0.39	1050	0.5%
0.44	1033	0.5%
0.43	1031	0.5%
Other values (989)	214308	95.2%

Value	Count	Frequency (%)
0.01	264	< 0.1%
0.02	189	< 0.1%
0.03	256	< 0.1%
0.04	322	< 0.1%
0.05	385	0.1%
0.06	551	0.1%
0.07	586	0.1%
0.08	732	0.1%
0.09	799	0.1%
0.1	925	0.1%

Value	Count	Frequency (%)
0.01	159	0.1%
0.02	81	< 0.1%
0.03	70	< 0.1%
0.04	73	< 0.1%
0.05	77	< 0.1%
0.06	103	< 0.1%
0.07	119	0.1%
0.08	200	0.1%
0.09	212	0.1%
0.1	238	0.1%

Value	Count	Frequency (%)
0.01	159	< 0.1%
0.02	81	< 0.1%
0.03	70	< 0.1%
0.04	73	< 0.1%
0.05	77	< 0.1%
0.06	103	< 0.1%
0.07	119	< 0.1%
0.08	200	< 0.1%
0.09	212	< 0.1%
0.1	238	< 0.1%

Value	Count	Frequency (%)
0.01	264	0.1%
0.02	189	0.1%
0.03	256	0.1%
0.04	322	0.1%
0.05	385	0.2%
0.06	551	0.2%
0.07	586	0.3%
0.08	732	0.3%
0.09	799	0.4%
0.1	925	0.4%

Oberhollenzer_classes
Real number (ℝ)

	Profiling report - Train	Profiling report - Test
Distinct	7	7
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4.2283881	4.0664739

	Profiling report - Train	Profiling report - Test
Minimum	0	0
Maximum	7	7
Zeros	37931	16066
Zeros (%)	5.5%	7.1%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	10.6 MiB	3.4 MiB

Quantile statistics

	Profiling report - Train	Profiling report - Test
Minimum	0	0
5-th percentile	0	0
Q1	2	2
median	5	5
Q3	6	6
95-th percentile	7	7
Maximum	7	7
Range	7	7
Interquartile range (IQR)	4	4

Descriptive statistics

	Profiling report - Train	Profiling report - Test
Standard deviation	2.20254	2.254646
Coefficient of variation (CV)	0.52089354	0.55444744
Kurtosis	-1.1538601	-1.2101933
Mean	4.2283881	4.0664739
Median Absolute Deviation (MAD)	2	2
Skewness	-0.41989714	-0.35167781
Sum	2940438	915530
Variance	4.8511826	5.0834288
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
5	155490	22.4%
2	135616	19.5%
6	127983	18.4%
7	116888	16.8%
4	61382	8.8%
1	60114	8.6%
0	37931	5.5%

Value	Count	Frequency (%)
5	44611	19.8%
6	39103	17.4%
2	38391	17.1%
7	35190	15.6%
4	27655	12.3%
1	24125	10.7%
0	16066	7.1%

Value	Count	Frequency (%)
0	37931	5.5%
1	60114	8.6%
2	135616	19.5%
4	61382	8.8%
5	155490	22.4%
6	127983	18.4%
7	116888	16.8%

Value	Count	Frequency (%)
0	16066	7.1%
1	24125	10.7%
2	38391	17.1%
4	27655	12.3%
5	44611	19.8%
6	39103	17.4%
7	35190	15.6%

Value	Count	Frequency (%)
0	16066	2.3%
1	24125	3.5%
2	38391	5.5%
4	27655	4.0%
5	44611	6.4%
6	39103	5.6%
7	35190	5.1%

Value	Count	Frequency (%)
0	37931	16.8%
1	60114	26.7%
2	135616	60.2%
4	61382	27.3%
5	155490	69.1%
6	127983	56.8%
7	116888	51.9%

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	Depth (m)	Fr (%)	Oberhollenzer_classes	Qtn (-)	Rf (%)	fs (kPa)	qc (MPa)	u0 (kPa)	σ',v (kPa)	σ,v (kPa)
Depth (m)	1.000	0.105	0.210	-0.562	-0.023	-0.052	-0.037	0.982	0.985	1.000
Fr (%)	0.105	1.000	0.292	-0.595	0.965	0.043	-0.675	0.116	0.092	0.105
Oberhollenzer_classes	0.210	0.292	1.000	-0.452	0.223	-0.266	-0.402	0.202	0.212	0.210
Qtn (-)	-0.562	-0.595	-0.452	1.000	-0.416	0.566	0.813	-0.554	-0.552	-0.562
Rf (%)	-0.023	0.965	0.223	-0.416	1.000	0.198	-0.554	-0.011	-0.033	-0.023
fs (kPa)	-0.052	0.043	-0.266	0.566	0.198	1.000	0.663	-0.061	-0.043	-0.052
qc (MPa)	-0.037	-0.675	-0.402	0.813	-0.554	0.663	1.000	-0.052	-0.022	-0.037
u0 (kPa)	0.982	0.116	0.202	-0.554	-0.011	-0.061	-0.052	1.000	0.936	0.982
σ',v (kPa)	0.985	0.092	0.212	-0.552	-0.033	-0.043	-0.022	0.936	1.000	0.985
σ,v (kPa)	1.000	0.105	0.210	-0.562	-0.023	-0.052	-0.037	0.982	0.985	1.000

Profiling report - Test

	Depth (m)	Fr (%)	Oberhollenzer_classes	Qtn (-)	Rf (%)	fs (kPa)	qc (MPa)	u0 (kPa)	σ',v (kPa)	σ,v (kPa)
Depth (m)	1.000	0.079	0.191	-0.494	-0.046	-0.016	0.020	0.988	0.990	1.000
Fr (%)	0.079	1.000	0.285	-0.645	0.966	-0.056	-0.710	0.079	0.077	0.079
Oberhollenzer_classes	0.191	0.285	1.000	-0.415	0.216	-0.246	-0.348	0.174	0.202	0.191
Qtn (-)	-0.494	-0.645	-0.415	1.000	-0.479	0.600	0.828	-0.467	-0.509	-0.494
Rf (%)	-0.046	0.966	0.216	-0.479	1.000	0.094	-0.602	-0.040	-0.051	-0.046
fs (kPa)	-0.016	-0.056	-0.246	0.600	0.094	1.000	0.699	0.005	-0.034	-0.016
qc (MPa)	0.020	-0.710	-0.348	0.828	-0.602	0.699	1.000	0.036	0.005	0.020
u0 (kPa)	0.988	0.079	0.174	-0.467	-0.040	0.005	0.036	1.000	0.957	0.988
σ',v (kPa)	0.990	0.077	0.202	-0.509	-0.051	-0.034	0.005	0.957	1.000	0.990
σ,v (kPa)	1.000	0.079	0.191	-0.494	-0.046	-0.016	0.020	0.988	0.990	1.000

Profiling report - Train

A simple visualization of nullity by column.

Profiling report - Test

A simple visualization of nullity by column.

Profiling report - Train

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Profiling report - Test

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Profiling report - Train

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes
1488515	0.05	6.85	5.80	0.09	0.95	0.49	0.46	263.95	0.09	4.0
1488516	0.06	7.92	11.60	0.17	1.14	0.59	0.55	315.95	0.17	4.0
1488517	0.07	9.44	23.20	0.21	1.33	0.69	0.64	339.46	0.21	4.0
1488518	0.08	10.84	23.20	0.23	1.52	0.78	0.74	364.64	0.23	4.0
1488519	0.09	11.28	25.60	0.22	1.71	0.88	0.83	369.59	0.22	4.0
1488520	0.10	11.28	26.20	0.24	1.90	0.98	0.92	368.32	0.24	4.0
1488521	0.11	10.72	26.90	0.27	2.09	1.08	1.01	377.87	0.27	4.0
1488522	0.12	10.21	32.90	0.32	2.28	1.18	1.10	371.23	0.32	4.0
1488523	0.13	8.74	35.60	0.39	2.47	1.28	1.19	359.19	0.39	4.0
1488524	0.14	8.48	38.30	0.44	2.66	1.37	1.29	352.54	0.44	4.0

Profiling report - Test

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes
1486548	0.39	0.06	0.01	0.01	7.41	3.83	3.58	23.33	0.01	4.0
1486549	0.40	0.22	0.01	0.01	7.60	3.92	3.68	13.40	0.01	4.0
1486550	0.41	0.05	0.01	0.01	7.79	4.02	3.77	12.04	0.01	4.0
1486551	0.42	0.02	0.01	0.04	7.98	4.12	3.86	4.32	0.05	4.0
1486552	0.43	0.01	0.01	0.11	8.17	4.22	3.95	0.49	0.59	4.0
1486581	0.72	0.02	0.02	0.03	13.68	7.06	6.62	6.28	0.04	4.0
1486621	1.12	0.93	0.06	0.01	21.28	10.99	10.29	40.25	0.01	4.0
1486622	1.13	0.74	0.06	0.01	21.47	11.09	10.38	34.52	0.01	4.0
1486623	1.14	0.69	0.06	0.01	21.66	11.18	10.48	31.31	0.01	4.0
1486624	1.15	0.69	0.06	0.01	21.85	11.28	10.57	30.08	0.01	4.0

Profiling report - Train

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes
2516961	9.69	34.65	88.80	0.26	184.11	70.53	113.58	327.45	0.26	1.0
2516962	9.70	35.89	89.30	0.24	184.30	70.63	113.67	345.48	0.25	1.0
2516963	9.71	39.09	89.30	0.23	184.49	70.73	113.76	367.50	0.23	1.0
2516964	9.72	41.45	89.20	0.22	184.68	70.83	113.85	381.95	0.22	1.0
2516965	9.73	40.35	88.60	0.22	184.87	70.93	113.94	386.11	0.22	1.0
2516966	9.74	40.40	88.30	0.22	185.06	71.02	114.04	382.73	0.22	1.0
2516967	9.75	40.44	88.10	0.22	185.25	71.12	114.13	385.14	0.22	1.0
2516968	9.76	41.15	94.70	0.21	185.44	71.22	114.22	397.50	0.21	1.0
2516969	9.77	44.17	79.90	0.22	185.63	71.32	114.31	409.96	0.22	1.0
2516970	9.78	44.37	105.50	0.14	185.82	71.42	114.40	427.65	0.14	1.0

Profiling report - Test

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes
2511612	29.83	1.19	27.90	2.34	566.77	292.63	274.14	2.29	4.45	2.0
2511613	29.84	1.20	27.90	2.33	566.96	292.73	274.23	2.29	4.44	2.0
2511614	29.85	1.20	27.80	2.32	567.15	292.83	274.32	2.29	4.42	2.0
2511615	29.86	1.20	27.90	2.32	567.34	292.93	274.41	2.31	4.41	2.0
2511616	29.87	1.20	27.80	2.32	567.53	293.02	274.51	2.31	4.39	2.0
2511617	29.88	1.20	27.80	2.32	567.72	293.12	274.60	2.29	4.42	2.0
2511618	29.89	1.19	27.70	2.32	567.91	293.22	274.69	2.28	4.42	2.0
2511619	29.90	1.20	27.70	2.32	568.10	293.32	274.78	2.28	4.42	2.0
2511620	29.91	1.20	27.70	2.31	568.29	293.42	274.87	2.29	4.41	2.0
2511621	29.92	1.20	27.50	2.29	568.48	293.52	274.96	2.30	4.35	2.0

Profiling report - Train

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes	# duplicates
Dataset does not contain duplicate rows.

Profiling report - Test

	Depth (m)	qc (MPa)	fs (kPa)	Rf (%)	σ,v (kPa)	u0 (kPa)	σ',v (kPa)	Qtn (-)	Fr (%)	Oberhollenzer_classes	# duplicates
Dataset does not contain duplicate rows.

Overview

Variables

Interactions

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

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Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

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Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

Profiling report - Test

Profiling report - Train

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Profiling report - Train

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Profiling report - Train